{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import BTS\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = BTS.BtsController()\n",
    "model.load_model(\"models/bts_latest\")\n",
    "model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c16eab7390>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.resize(cv2.imread(\"sample_image.png\"), (1216, 352)) # Must be multiple of 32\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) # OpenCV loads images as BGR by default\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c16edae470>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prediction = model.predict(img, is_channels_first=False, normalize=True) # Dont forget to normalize images\n",
    "plt.imshow(prediction) # Reminder : plt.imshow() automatically scales the values, it does a good job but some libraries dont"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c16ec95160>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visual_depth_map = model.depth_map_to_rgbimg(prediction) # A helper method for converting depth maps into 3 channel, 8 byte images\n",
    "# images 3 channel, uint8 format are displayed without any scaling / normalization\n",
    "plt.imshow(visual_depth_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
